Department of Biomedical Engineering, National Yang Ming Chiao Tung University, No. 155, Sec. 2, Linong St., Taipei 112304, Taiwan.
Biomedical Engineering Research and Development Center, National Yang Ming Chiao Tung University, Taipei 112304, Taiwan.
Biosensors (Basel). 2023 Feb 25;13(3):321. doi: 10.3390/bios13030321.
Wearable cuffless photoplethysmographic blood pressure monitors have garnered widespread attention in recent years; however, the long-term performance values of these devices are questionable. Most cuffless blood pressure monitors require initial baseline calibration and regular recalibrations with a cuffed blood pressure monitor to ensure accurate blood pressure estimation, and their estimation accuracy may vary over time if left uncalibrated. Therefore, this study assessed the accuracy and long-term performance of an upper-arm, cuffless photoplethysmographic blood pressure monitor according to the ISO 81060-2 standard. This device was based on a nonlinear machine-learning model architecture with a fine-tuning optimized method. The blood pressure measurement protocol followed a validation procedure according to the standard, with an additional four weekly blood pressure measurements over a 1-month period, to assess the long-term performance values of the upper-arm, cuffless photoplethysmographic blood pressure monitor. The results showed that the photoplethysmographic signals obtained from the upper arm had better qualities when compared with those measured from the wrist. When compared with the cuffed blood pressure monitor, the means ± standard deviations of the difference in BP at week 1 (baseline) were -1.36 ± 7.24 and -2.11 ± 5.71 mmHg for systolic and diastolic blood pressure, respectively, which met the first criterion of ≤5 ± ≤8.0 mmHg and met the second criterion of a systolic blood pressure ≤ 6.89 mmHg and a diastolic blood pressure ≤ 6.84 mmHg. The differences in the uncalibrated blood pressure values between the test and reference blood pressure monitors measured from week 2 to week 5 remained stable and met both criteria 1 and 2 of the ISO 81060-2 standard. The upper-arm, cuffless photoplethysmographic blood pressure monitor in this study generated high-quality photoplethysmographic signals with satisfactory accuracy at both initial calibration and 1-month follow-ups. This device could be a convenient and practical tool to continuously measure blood pressure over long periods of time.
近年来,无袖带光电容积脉搏波血压监测仪受到广泛关注;然而,这些设备的长期性能值仍存在疑问。大多数无袖带血压监测仪需要初始基线校准,并定期与有袖带血压监测仪重新校准,以确保准确的血压估计,并且如果未经校准,其估计准确性可能会随时间发生变化。因此,本研究根据 ISO 81060-2 标准评估了一种上臂无袖带光电容积脉搏波血压监测仪的准确性和长期性能。该设备基于具有精细调整优化方法的非线性机器学习模型架构。血压测量方案遵循标准的验证程序,在 1 个月的时间内额外进行 4 次每周血压测量,以评估上臂无袖带光电容积脉搏波血压监测仪的长期性能值。结果表明,与手腕测量相比,上臂获得的光电容积脉搏波信号质量更好。与有袖带血压监测仪相比,第 1 周(基线)收缩压和舒张压的 BP 差值的平均值±标准差分别为-1.36±7.24 和-2.11±5.71mmHg,符合第一标准≤5±≤8.0mmHg 和第二标准收缩压≤6.89mmHg 和舒张压≤6.84mmHg。第 2 周至第 5 周未校准的血压值在测试和参考血压监测仪之间的差异保持稳定,符合 ISO 81060-2 标准的第 1 项和第 2 项标准。本研究中的上臂无袖带光电容积脉搏波血压监测仪在初始校准和 1 个月随访时均能产生高质量的光电容积脉搏波信号,具有令人满意的准确性。该设备可以成为一种方便实用的工具,可长时间连续测量血压。